{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 交互式数据可视化爬虫作业【以猎聘网为例】\n",
    "> 主要爬取内容有\n",
    ">> * 广州各个地区的产品经理岗位职业信息\n",
    "    >> * 岗位任职所要求的技术\n",
    "    >> * 岗位不同的名称\n",
    "    >> * 所分布的行业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'}, 'recruiter': {'imId': '9cfdabc8878349689809d03804875792', 'imUserType': '2', 'chatted': False, 'recruiterName': '孙女士', 'recruiterTitle': '猎头顾问', 'recruiterId': '47227c6fbfcd952686963be95b15422d', 'recruiterPhoto': '6321be3095ee1c04143439eb01u.jpeg'}, 'comp': {'compIndustry': '日化', 'compScale': '2000-5000人', 'compName': '某国内大型快消品公司', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'link': ''}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2245177357%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"9cfdabc8878349689809d03804875792\",\"imUserType\":\"2\",\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"jobKind\":\"1\",\"recruiterPhoto\":\"6321be3095ee1c04143439eb01u.jpeg\"}'}, {'job': {'labels': ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'], 'salary': '15-20k·16薪', 'dq': '广州-黄埔区', 'title': '微生物检测产品经理（制药行业/双休）', 'jobId': '59115121', 'refreshTime': '20230606134705', 'jobKind': '2', 'topJob': False, 'requireEduLevel': '统招本科', 'link': 'https://www.liepin.com/job/1959115121.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'recruiter': {'imId': '767685575712890413dd84912f51618a', 'imUserType': '2', 'chatted': False, 'recruiterName': '陈女士', 'recruiterTitle': '', 'recruiterId': '0f80a6460fa3a5f3c33c5fd0dac95307', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compIndustry': '制药', 'compScale': '100-499人', 'compName': '广东环凯微生物科技有限公司', 'compStage': '融资未公开', 'compLogo': '5bfe8edd74719d35745a548603a.png', 'compId': 7932064, 'link': 'https://www.liepin.com/company/7932064/'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2259115121%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"767685575712890413dd84912f51618a\",\"imUserType\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"recruiterName\":\"陈女士\",\"jobId\":\"59115121\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}, {'job': {'labels': ['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统'], 'salary': '11-22k', 'dq': '广州-番禺区', 'title': 'CRM实施顾问&项目经理PM(J12971)', 'jobId': '57403583', 'refreshTime': '20230329180701', 'jobKind': '2', 'topJob': False, 'requireEduLevel': '本科', 'link': 'https://www.liepin.com/job/1957403583.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'recruiter': {'imId': '927752d28c878e66e4cd5c055e1e05ce', 'imUserType': '2', 'chatted': False, 'recruiterName': '俞女士', 'recruiterTitle': 'HR', 'recruiterId': '77ca96ebd1c0d4c9b55b81912526b943', 'recruiterPhoto': '601baaab60c8320221e3c1d902u.png'}, 'comp': {'compIndustry': '互联网', 'compScale': '10000人以上', 'compName': '上海汉得信息技术股份有限公司', 'compStage': '已上市', 'compLogo': '5ed700f4ec4db462f82e4ddf01u.png', 'compId': 8361671, 'link': 'https://www.liepin.com/company/8361671/'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2257403583%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"927752d28c878e66e4cd5c055e1e05ce\",\"imUserType\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"jobKind\":\"2\",\"recruiterPhoto\":\"601baaab60c8320221e3c1d902u.png\"}'}], 'compList': []}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 0, 'totalPage': 10, 'pageSize': 40, 'totalCounts': 807, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"广州\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie':'inited_user=ca2cd52224a6e0b50fba8d5f435ce6ad; __uuid=1591862079879.09; __s_bid=a84828c5d83c46720b67bcac8251d5f77f4d; __gc_id=244d297d2a3347d4965b02dba39a7226; _ga=GA1.1.1460161031.1686039917; XSRF-TOKEN=Nuu2fVZQR7qB3Wkqe76v6Q; __tlog=1686199397046.94%7C00000000%7C00000000%7Cs_o_007%7Cs_o_007; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1686039919,1686041969,1686199397; acw_tc=2760828716861993979573924e3f66130c4ce000e547c10cdb9170a8e88c25; UniqueKey=3f75b05cd12921a941344312b1f2ca2b; liepin_login_valid=0; lt_auth=uLlea3FRnFv8tyXfijRf4%2FtJiNOvUzqfpXgJ1x9UitS5CaDk4P%2FmRg2FrrIG%2BioIqx8ndqgzMLb2M%2Bn3wHdJ6kEb8FGnlZ6utf6k0HsCUeVsJcW2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; access_system=C; user_roles=0; user_photo=5f8fa3a78dbe6273dcf85e2608u.png; user_name=%E5%88%98%E7%90%AA%E6%B6%9B; need_bind_tel=false; new_user=false; c_flag=f955f8a6248606fc81c6e5c458164d91; inited_user=ca2cd52224a6e0b50fba8d5f435ce6ad; imId=de0f5d1ae0b3ffb75a00348d1cd66d6b; imId_0=de0f5d1ae0b3ffb75a00348d1cd66d6b; imClientId=de0f5d1ae0b3ffb7d5a5cf7e26aec6bc; imClientId_0=de0f5d1ae0b3ffb7d5a5cf7e26aec6bc; imApp_0=1; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1686199624; fe_im_socketSequence_new_0=3_1_3; fe_im_connectJson_0=%7B%220_3f75b05cd12921a941344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%223%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_opened_pages=; _ga_54YTJKWN86=GS1.1.1686199397.2.1.1686199632.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'e21cd0d2-44d4-4aba-b8bf-9c44f5c5f453',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'ENzGaqkHSwuu77YYn7m0IQ'\n",
    "}\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "response_data = r.json()\n",
    "print(response_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['直播/视频产品', '语音产品', '数据产品', '策略产品', '直播', '房地产行业', '产品规划', '数据分析', '用户研究', '产品设计'], 'title': '产品负责人（语音直播）', 'refreshTime': '20230202135607', 'jobKind': '2', 'salary': '40-60k·16薪', 'dq': '广州-天河区', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'jobId': '55743703', 'topJob': True, 'link': 'https://www.liepin.com/job/1955743703.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '本科', 'requireWorkYears': '5-10年', 'advViewFlag': True}, 'recruiter': {'chatted': False, 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterName': '权女士', 'recruiterTitle': '招聘经理', 'imId': '938e55025d8848dec35571b1f0926f49', 'imUserType': '2', 'recruiterId': '007af44a3499f258bf28219809c20047'}, 'comp': 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'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=4&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=4&pageSize=40&index=36'}, 'recruiter': {'recruiterId': '8b8957445b05b88c8f12c45ea5b6dfec', 'imId': '90d054c848cc431c19dea264e3e64473', 'imUserType': '2', 'chatted': False, 'recruiterName': '戴先生', 'recruiterTitle': '猎头顾问', 'recruiterPhoto': '5fb9b47c7e737f290e816b7d06u.png'}, 'comp': {'compScale': '2000-5000人', 'compName': '泛娱乐上市公司', 'link': '', 'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compIndustry': '互联网/电商'}, 'dataInfo': 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'h5OuterLink': '', 'advViewFlag': False, 'requireWorkYears': '1-3年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=4&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=4&pageSize=40&index=38'}, 'recruiter': {'recruiterId': 'd240723b0e912c8397fdbbeae47fcb1b', 'imId': 'ae4d6cfa4ade940c9b424d05e277c733', 'imUserType': '2', 'chatted': False, 'recruiterName': '屈女士', 'recruiterTitle': '人力资源专员', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'comp': {'compScale': '10000人以上', 'compName': '广电运通金融电子', 'link': 'https://www.liepin.com/company/8547388/', 'compStage': '沪深A股上市', 'compLogo': '6242b195ca47ff43908033f907u.png', 'compId': 8547388, 'compIndustry': '计算机软件'}, 'dataInfo': 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'20230619094515', 'jobKind': '1', 'advViewFlag': False, 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=4&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=4&pageSize=40&index=39'}, 'recruiter': {'recruiterId': '318d4d6325b7d259220c626061433e08', 'imId': '3876d299da1fe9c3a9f0273dd33fa30b', 'imUserType': '2', 'chatted': False, 'recruiterName': '王女士', 'recruiterTitle': '猎头顾问', 'recruiterPhoto': '6086210337da1c614cc62fc903u.png'}, 'comp': {'compScale': '5000-10000人', 'compName': '某广州大型生活服务O2O公司', 'link': '', 'compStage': 'A轮', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compIndustry': '生活服务O2O'}, 'dataInfo': '%7B%22jobId%22%3A%2246434703%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%224%22%2C%22d_curPage%22%3A%224%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"46434703\",\"imId\":\"3876d299da1fe9c3a9f0273dd33fa30b\",\"imUserType\":\"2\",\"userId\":\"318d4d6325b7d259220c626061433e08\",\"recruiterName\":\"王女士\",\"jobKind\":\"1\",\"recruiterPhoto\":\"6086210337da1c614cc62fc903u.png\"}'}], 'compList': []}, 'pagination': {'currentPage': 4, 'totalPage': 10, 'pageSize': 40, 'totalCounts': 807, 'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(5): \n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"56302445\",\"recruiterNa...</td>\n",
       "      <td>权女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>938e55025d8848dec35571b1f0926f49</td>\n",
       "      <td>2</td>\n",
       "      <td>007af44a3499f258bf28219809c20047</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>[数据产品, 内容产品, 音乐行业, 团队管理, 产品设计, 需求挖掘, 用户研究]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>True</td>\n",
       "      <td>酷狗音乐</td>\n",
       "      <td>2528485.0</td>\n",
       "      <td>5f59a93d9d37de58796f8cb702u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/2528485/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"59183693\",\"recruiterNa...</td>\n",
       "      <td>向女士</td>\n",
       "      <td>人力经理</td>\n",
       "      <td>False</td>\n",
       "      <td>5de0c617bb3c7732649c553ff84e776e</td>\n",
       "      <td>2</td>\n",
       "      <td>4db7d3602fc624b911fc4f34ac539f04</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>True</td>\n",
       "      <td>广东康利达物联科技有限公司</td>\n",
       "      <td>13189761.0</td>\n",
       "      <td>62625e6102f8f76645e566b001u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13189761/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"59219757\",\"recruiterNa...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>dd0a42a962bb9fa3a152b73d5a2debd0</td>\n",
       "      <td>2</td>\n",
       "      <td>2ccd85883a3e0b6ae5a13944f98597ad</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>[电子商务, IT互联网, 食品饮料, 电子/半导体/集成电路, 消费品, 数据分析, 竞品...</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>True</td>\n",
       "      <td>广州岭南商旅投资集团有限公司</td>\n",
       "      <td>13369019.0</td>\n",
       "      <td>63f5d1bb3f1cee154bbd6f5a06u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/13369019/</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"50965433\",\"recruiterNa...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>False</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"jobId\":\"57679297\",\"recruiterNa...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>False</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>[工具产品, 平台产品, 数据产品, 科研/技术服务, 数据分析, SQL, 竞品分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"3b122e2eb0f3601c98d7c9d26a3a9d56\",\"...</td>\n",
       "      <td>孔女士</td>\n",
       "      <td>总行人力资源部</td>\n",
       "      <td>False</td>\n",
       "      <td>a59effad6b4824f024eff958a002fd93</td>\n",
       "      <td>2</td>\n",
       "      <td>3b122e2eb0f3601c98d7c9d26a3a9d56</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=4&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>广州银行股份有限公司</td>\n",
       "      <td>6017109.0</td>\n",
       "      <td>5bfe900574719d35745a8df003a.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/6017109/</td>\n",
       "      <td>银行</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"34ac233b4ec88a4e7a9d909919227d67\",\"...</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>hrbp</td>\n",
       "      <td>False</td>\n",
       "      <td>711204904fca1f324810967b81821466</td>\n",
       "      <td>2</td>\n",
       "      <td>34ac233b4ec88a4e7a9d909919227d67</td>\n",
       "      <td>60e2a9aff78b2941fbec905904u.png</td>\n",
       "      <td>[工具产品, O2O, 产品设计, to C, 产品规划, 需求分析, 交互设计, 原型设计...</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=4&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>龙腾出行</td>\n",
       "      <td>8134487.0</td>\n",
       "      <td>6461c95d1ceb9103db2b3d8205u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8134487/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"a231fc7dedf238579393d0ba1c739eaf\",\"...</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>创始人</td>\n",
       "      <td>False</td>\n",
       "      <td>c7bfd761a1c506b01d908bf5ceb6b06c</td>\n",
       "      <td>2</td>\n",
       "      <td>a231fc7dedf238579393d0ba1c739eaf</td>\n",
       "      <td>61287d7c62e8211de4aa499e03u.png</td>\n",
       "      <td>[需求分析, 产品设计, 产品优化, 数据分析, 中台产品, to B, 产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=4&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>浔峰科技</td>\n",
       "      <td>8946119.0</td>\n",
       "      <td>612f6bc46f14ed69572c01d105u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/8946119/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"016661951428d077f49be1619c3ce982\",\"...</td>\n",
       "      <td>吴先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>86afae726a39c309ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>016661951428d077f49be1619c3ce982</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>[工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, Axure, 原型...</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=4&amp;d...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "      <td>天翼物联科技有限公司</td>\n",
       "      <td>9933197.0</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/9933197/</td>\n",
       "      <td>物联网</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"17a65890f5f34e3e21f0d8f7f1a85151\",\"...</td>\n",
       "      <td>方女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>False</td>\n",
       "      <td>604f589fa5f5a64d8e56b8471df96935</td>\n",
       "      <td>2</td>\n",
       "      <td>17a65890f5f34e3e21f0d8f7f1a85151</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>[策略产品, 商业产品, IT互联网, 通讯/网络设备, 产品设计, 市场调研, 产品规划,...</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=4&amp;d...</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "      <td>科大讯飞</td>\n",
       "      <td>4454894.0</td>\n",
       "      <td>54d1e9c4712eb4f6b84cf69202c.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/4454894/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "1   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "2   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "3   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "4   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       "..                                                ...   \n",
       "35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams recruiter.recruiterName  \\\n",
       "0   {\"jobKind\":\"2\",\"jobId\":\"56302445\",\"recruiterNa...                     权女士   \n",
       "1   {\"jobKind\":\"2\",\"jobId\":\"59183693\",\"recruiterNa...                     向女士   \n",
       "2   {\"jobKind\":\"2\",\"jobId\":\"59219757\",\"recruiterNa...                     刘女士   \n",
       "3   {\"jobKind\":\"2\",\"jobId\":\"50965433\",\"recruiterNa...                     吴女士   \n",
       "4   {\"jobKind\":\"2\",\"jobId\":\"57679297\",\"recruiterNa...                     樊女士   \n",
       "..                                                ...                     ...   \n",
       "35  {\"userId\":\"3b122e2eb0f3601c98d7c9d26a3a9d56\",\"...                     孔女士   \n",
       "36  {\"userId\":\"34ac233b4ec88a4e7a9d909919227d67\",\"...                     陈先生   \n",
       "37  {\"userId\":\"a231fc7dedf238579393d0ba1c739eaf\",\"...                     胡先生   \n",
       "38  {\"userId\":\"016661951428d077f49be1619c3ce982\",\"...                     吴先生   \n",
       "39  {\"userId\":\"17a65890f5f34e3e21f0d8f7f1a85151\",\"...                     方女士   \n",
       "\n",
       "   recruiter.recruiterTitle  recruiter.chatted  \\\n",
       "0                      招聘经理              False   \n",
       "1                      人力经理              False   \n",
       "2                        HR              False   \n",
       "3                HR Officer              False   \n",
       "4                       HRM              False   \n",
       "..                      ...                ...   \n",
       "35                  总行人力资源部              False   \n",
       "36                     hrbp              False   \n",
       "37                      创始人              False   \n",
       "38                                       False   \n",
       "39                     招聘专员              False   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   938e55025d8848dec35571b1f0926f49                    2   \n",
       "1   5de0c617bb3c7732649c553ff84e776e                    2   \n",
       "2   dd0a42a962bb9fa3a152b73d5a2debd0                    2   \n",
       "3   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       "4   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       "..                               ...                  ...   \n",
       "35  a59effad6b4824f024eff958a002fd93                    2   \n",
       "36  711204904fca1f324810967b81821466                    2   \n",
       "37  c7bfd761a1c506b01d908bf5ceb6b06c                    2   \n",
       "38  86afae726a39c309ee7b65a82243fe9b                    2   \n",
       "39  604f589fa5f5a64d8e56b8471df96935                    2   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   007af44a3499f258bf28219809c20047  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "1   4db7d3602fc624b911fc4f34ac539f04  5f8f9865ea60860b75384fa508u.jpg   \n",
       "2   2ccd85883a3e0b6ae5a13944f98597ad  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "3   14799e1bef289c70aa9b550257de7ea8  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "4   74207202b9a1882cbe061eb681f898fc  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "..                               ...                              ...   \n",
       "35  3b122e2eb0f3601c98d7c9d26a3a9d56  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "36  34ac233b4ec88a4e7a9d909919227d67  60e2a9aff78b2941fbec905904u.png   \n",
       "37  a231fc7dedf238579393d0ba1c739eaf  61287d7c62e8211de4aa499e03u.png   \n",
       "38  016661951428d077f49be1619c3ce982  5f8f986aea60860b75384fab08u.jpg   \n",
       "39  17a65890f5f34e3e21f0d8f7f1a85151  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "\n",
       "                                           job.labels  ...  \\\n",
       "0          [数据产品, 内容产品, 音乐行业, 团队管理, 产品设计, 需求挖掘, 用户研究]  ...   \n",
       "1                                                  []  ...   \n",
       "2   [电子商务, IT互联网, 食品饮料, 电子/半导体/集成电路, 消费品, 数据分析, 竞品...  ...   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  ...   \n",
       "4        [工具产品, 平台产品, 数据产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  ...   \n",
       "..                                                ...  ...   \n",
       "35                                                 []  ...   \n",
       "36  [工具产品, O2O, 产品设计, to C, 产品规划, 需求分析, 交互设计, 原型设计...  ...   \n",
       "37         [需求分析, 产品设计, 产品优化, 数据分析, 中台产品, to B, 产品规划]  ...   \n",
       "38  [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, Axure, 原型...  ...   \n",
       "39  [策略产品, 商业产品, IT互联网, 通讯/网络设备, 产品设计, 市场调研, 产品规划,...  ...   \n",
       "\n",
       "                                       job.dataPromId job.requireEduLevel  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       "..                                                ...                 ...   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...                统招本科   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...                  本科   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...                  本科   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...                统招本科   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=4&d...                  本科   \n",
       "\n",
       "   job.advViewFlag   comp.compName comp.compId  \\\n",
       "0             True            酷狗音乐   2528485.0   \n",
       "1             True   广东康利达物联科技有限公司  13189761.0   \n",
       "2             True  广州岭南商旅投资集团有限公司  13369019.0   \n",
       "3            False            仙婷集团   8112968.0   \n",
       "4            False  广州市新目标电子商务有限公司  13315477.0   \n",
       "..             ...             ...         ...   \n",
       "35           False      广州银行股份有限公司   6017109.0   \n",
       "36           False            龙腾出行   8134487.0   \n",
       "37           False            浔峰科技   8946119.0   \n",
       "38           False      天翼物联科技有限公司   9933197.0   \n",
       "39           False            科大讯飞   4454894.0   \n",
       "\n",
       "                      comp.compLogo  comp.compScale  \\\n",
       "0   5f59a93d9d37de58796f8cb702u.jpg      1000-2000人   \n",
       "1   62625e6102f8f76645e566b001u.png        100-499人   \n",
       "2   63f5d1bb3f1cee154bbd6f5a06u.png     5000-10000人   \n",
       "3   6274ee6d04a5ff469b10880402u.png          50-99人   \n",
       "4   61b07937d0458d53c627567e02u.jpg        100-499人   \n",
       "..                              ...             ...   \n",
       "35  5bfe900574719d35745a8df003a.png     5000-10000人   \n",
       "36  6461c95d1ceb9103db2b3d8205u.png        100-499人   \n",
       "37  612f6bc46f14ed69572c01d105u.jpg           1-49人   \n",
       "38  61b07937d0458d53c627567e02u.jpg        500-999人   \n",
       "39  54d1e9c4712eb4f6b84cf69202c.png        10000人以上   \n",
       "\n",
       "                                   comp.link comp.compIndustry comp.compStage  \n",
       "0    https://www.liepin.com/company/2528485/               互联网            NaN  \n",
       "1   https://www.liepin.com/company/13189761/              IT服务            NaN  \n",
       "2   https://www.liepin.com/company/13369019/           其他商务服务业            NaN  \n",
       "3    https://www.liepin.com/company/8112968/            贸易/进出口            NaN  \n",
       "4   https://www.liepin.com/company/13315477/              IT服务            NaN  \n",
       "..                                       ...               ...            ...  \n",
       "35   https://www.liepin.com/company/6017109/                银行            NaN  \n",
       "36   https://www.liepin.com/company/8134487/               互联网            NaN  \n",
       "37   https://www.liepin.com/company/8946119/               互联网          融资未公开  \n",
       "38   https://www.liepin.com/company/9933197/               物联网          融资未公开  \n",
       "39   https://www.liepin.com/company/4454894/             计算机软件            已上市  \n",
       "\n",
       "[200 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工作标签</th>\n",
       "      <th>工作</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司类型</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[产品经理, B端产品经理]</td>\n",
       "      <td>B端供应链产品经理 (MJ003688)</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[产品设计, 需求分析, 跨境电商, ERP系统, to C, 供应链产品]</td>\n",
       "      <td>数字化产品经理</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>文峰荟(广州)企业管理有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[智能载荷, 视觉感知系统, 无人驾驶]</td>\n",
       "      <td>高级产品经理（视觉感知系统、智能载荷）</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>广东人工智能与先进计算研究院</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[IT产品经理, 电商产品经理, 信息化系统建设, 流程设计, 业务需求分析]</td>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>13-18k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>广州麦匠科技有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[to C, IT互联网, to B, 消费品, 产品设计, 用户研究, 产品规划, 需求挖掘]</td>\n",
       "      <td>产品经理（营销线互联网产品）(J11829)</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>汤臣倍健</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[策略产品, 商业产品, IT互联网, 通讯/网络设备, 产品设计, 市场调研, 产品规划,...</td>\n",
       "      <td>运营商BU-产品经理-广州</td>\n",
       "      <td>13-18k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>科大讯飞</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[平台产品, 消费品, 团队管理, 用户研究, 需求管理, 产品优化, 产品设计, 市场调研...</td>\n",
       "      <td>B端产品经理G00941</td>\n",
       "      <td>25-45k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>森大集团</td>\n",
       "      <td>消费品</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[SaaS产品, SaaS系统, 产品设计, 产品规划, 流程设计, 用户研究, 原型设计,...</td>\n",
       "      <td>IT平台产品经理主管工程师</td>\n",
       "      <td>30-40k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>广汽研究院</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[数据产品, 用户研究, 产品设计, 原型设计, 市场调研, 数据分析]</td>\n",
       "      <td>中台产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>树根互联</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[ppt, 架构设计, axure, visio, xmind, 数据分析]</td>\n",
       "      <td>高级产品经理(WMS方向) (MJ004770)</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>大专</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[无人机, 无人机载荷, 激光雷达, 光学相机]</td>\n",
       "      <td>高级产品经理（无人机载荷与视觉）</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>广东人工智能与先进计算研究院</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[供应链产品, 定价/竞价产品, 数据产品, IT互联网, 产品设计, 产品规划, 原型设计...</td>\n",
       "      <td>产品经理（业务平台方向）</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>广东省国际工程咨询有限公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[产品经理, 国际业务]</td>\n",
       "      <td>产品经理岗</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>某银行上市公司</td>\n",
       "      <td>银行</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[]</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>16-25k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>舒客电商</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[数据产品, 投资产品, 工具产品, 金融理财/贷款, 设计服务, to C, 产品设计, ...</td>\n",
       "      <td>产品经理（C端基金投顾业务）</td>\n",
       "      <td>22-30k·18薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[平台产品, 客户端产品, 数据产品, IT互联网, 团队管理, 产品设计, 用户研究, 产...</td>\n",
       "      <td>高级产品经理（B端） (MJ005767)</td>\n",
       "      <td>25-40k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[OA产品, IT互联网, to B]</td>\n",
       "      <td>产品经理（OA办公系统）</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>德科信息</td>\n",
       "      <td>互联网</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[采购, 产品设计]</td>\n",
       "      <td>B端供应链产品经理（商家系统） (MJ005418)</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[产品规划, 团队管理, 产品优化, 市场调研]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>无穷食品制造(广东)有限公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[采购, 物流快递, 团队管理, 需求管理, 产品设计]</td>\n",
       "      <td>B端供应链产品经理（采购系统） (MJ005419)</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[数据产品, 客户端产品, IT互联网, 产品优化, 用户研究, 团队管理, 数据分析, 产...</td>\n",
       "      <td>高级产品经理（OA） (MJ008114)</td>\n",
       "      <td>25-40k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[教育行业, k12教育, 软件产品经理, 互联网公司背景, 工具产品, AI人工智能产品,...</td>\n",
       "      <td>软件产品经理（实验实训）</td>\n",
       "      <td>25-45k·16薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[产品规划, 产品设计, to B, 流程设计, 原型设计, 需求分析, SaaS产品, 中...</td>\n",
       "      <td>b端产品经理</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>龙腾出行</td>\n",
       "      <td>互联网</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理岗</td>\n",
       "      <td>20-45k</td>\n",
       "      <td>广州</td>\n",
       "      <td>广东华兴银行</td>\n",
       "      <td>银行</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[B端产品, 供应链产品, 跨境电商]</td>\n",
       "      <td>高级产品经理-商品开发线</td>\n",
       "      <td>21-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[平台产品, IT互联网, 产品规划, 产品设计, 市场调研, 需求调研, 数据分析, 团队管理]</td>\n",
       "      <td>产品经理（粤政易）</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>数字广东</td>\n",
       "      <td>互联网</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[工业互联网, 产品规划, 产品设计, 通讯/网络设备, 计算机软件]</td>\n",
       "      <td>产品经理（工业互联网）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>广东亿迅科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]</td>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>20-26k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>时代中国控股集团有限公司</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[策略产品, 团队管理, 产品设计, 用户研究]</td>\n",
       "      <td>管道产品经理</td>\n",
       "      <td>15-20k·19薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>东方雨虹民用建材有限责任公司</td>\n",
       "      <td>建材</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[需求分析, 产品经理, CRM产品, CRM系统, B端产品, 客户关系管理系统, 经销渠...</td>\n",
       "      <td>B端产品经理（CRM）</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（快消品）</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>[增长产品, 社交产品, 数据产品, 用户研究, 数据分析]</td>\n",
       "      <td>B03- 社交产品经理（玩法）</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>某大型知名计算机软件公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>[交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, 信息安...</td>\n",
       "      <td>产品经理岗（信息技术）</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>广州交易所集团有限公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>硕士</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>[社交产品, 增长产品, 数据产品, 用户研究, 数据分析]</td>\n",
       "      <td>社交产品经理</td>\n",
       "      <td>20-30k·16薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>某广州大型在线社交/媒体公司</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>[社区/社交产品, IT互联网, to C, 产品规划]</td>\n",
       "      <td>社交产品经理</td>\n",
       "      <td>20-30k·16薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>某广州大型在线社交/媒体公司</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>[教育产品, 软件产品]</td>\n",
       "      <td>消费电子多领域龙头-软件产品经理-实验实训</td>\n",
       "      <td>35-65k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>[社交产品, 增长产品, 数据产品, 用户研究, 数据分析]</td>\n",
       "      <td>社交产品经理</td>\n",
       "      <td>25-40k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>泛娱乐上市公司</td>\n",
       "      <td>互联网/电商</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[医疗行业, 医院, 计算机软件, 产品优化, 市场调研, 产品规划, 数据分析]</td>\n",
       "      <td>产品经理（医疗软件）</td>\n",
       "      <td>13-20k·15薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>华粤集团</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>[用户研究, Axure, 交互设计]</td>\n",
       "      <td>产品经理（数字化） (MJ001940)</td>\n",
       "      <td>10-18k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>[策略产品, 定价/竞价产品, 数据产品, 供应链产品, 消费品, 用户研究, 产品规划, ...</td>\n",
       "      <td>UQ产品经理</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>某广州大型生活服务O2O公司</td>\n",
       "      <td>生活服务O2O</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 工作标签  \\\n",
       "0                                      [产品经理, B端产品经理]   \n",
       "1              [产品设计, 需求分析, 跨境电商, ERP系统, to C, 供应链产品]   \n",
       "2                                [智能载荷, 视觉感知系统, 无人驾驶]   \n",
       "3             [IT产品经理, 电商产品经理, 信息化系统建设, 流程设计, 业务需求分析]   \n",
       "4    [to C, IT互联网, to B, 消费品, 产品设计, 用户研究, 产品规划, 需求挖掘]   \n",
       "5   [策略产品, 商业产品, IT互联网, 通讯/网络设备, 产品设计, 市场调研, 产品规划,...   \n",
       "6   [平台产品, 消费品, 团队管理, 用户研究, 需求管理, 产品优化, 产品设计, 市场调研...   \n",
       "7   [SaaS产品, SaaS系统, 产品设计, 产品规划, 流程设计, 用户研究, 原型设计,...   \n",
       "8                [数据产品, 用户研究, 产品设计, 原型设计, 市场调研, 数据分析]   \n",
       "9              [ppt, 架构设计, axure, visio, xmind, 数据分析]   \n",
       "10                           [无人机, 无人机载荷, 激光雷达, 光学相机]   \n",
       "11  [供应链产品, 定价/竞价产品, 数据产品, IT互联网, 产品设计, 产品规划, 原型设计...   \n",
       "12                                       [产品经理, 国际业务]   \n",
       "13                                                 []   \n",
       "14  [数据产品, 投资产品, 工具产品, 金融理财/贷款, 设计服务, to C, 产品设计, ...   \n",
       "15  [平台产品, 客户端产品, 数据产品, IT互联网, 团队管理, 产品设计, 用户研究, 产...   \n",
       "16                                [OA产品, IT互联网, to B]   \n",
       "17                                         [采购, 产品设计]   \n",
       "18                           [产品规划, 团队管理, 产品优化, 市场调研]   \n",
       "19                       [采购, 物流快递, 团队管理, 需求管理, 产品设计]   \n",
       "20  [数据产品, 客户端产品, IT互联网, 产品优化, 用户研究, 团队管理, 数据分析, 产...   \n",
       "21  [教育行业, k12教育, 软件产品经理, 互联网公司背景, 工具产品, AI人工智能产品,...   \n",
       "22  [产品规划, 产品设计, to B, 流程设计, 原型设计, 需求分析, SaaS产品, 中...   \n",
       "23                                                 []   \n",
       "24                                [B端产品, 供应链产品, 跨境电商]   \n",
       "25  [平台产品, IT互联网, 产品规划, 产品设计, 市场调研, 需求调研, 数据分析, 团队管理]   \n",
       "26                [工业互联网, 产品规划, 产品设计, 通讯/网络设备, 计算机软件]   \n",
       "27     [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]   \n",
       "28                           [策略产品, 团队管理, 产品设计, 用户研究]   \n",
       "29  [需求分析, 产品经理, CRM产品, CRM系统, B端产品, 客户关系管理系统, 经销渠...   \n",
       "30                                                 []   \n",
       "31                     [增长产品, 社交产品, 数据产品, 用户研究, 数据分析]   \n",
       "32  [交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, 信息安...   \n",
       "33                     [社交产品, 增长产品, 数据产品, 用户研究, 数据分析]   \n",
       "34                       [社区/社交产品, IT互联网, to C, 产品规划]   \n",
       "35                                       [教育产品, 软件产品]   \n",
       "36                     [社交产品, 增长产品, 数据产品, 用户研究, 数据分析]   \n",
       "37          [医疗行业, 医院, 计算机软件, 产品优化, 市场调研, 产品规划, 数据分析]   \n",
       "38                                [用户研究, Axure, 交互设计]   \n",
       "39  [策略产品, 定价/竞价产品, 数据产品, 供应链产品, 消费品, 用户研究, 产品规划, ...   \n",
       "\n",
       "                            工作          薪资      地区             公司名称  \\\n",
       "0         B端供应链产品经理 (MJ003688)  20-40k·14薪  广州-番禺区            SHEIN   \n",
       "1                      数字化产品经理      25-40k  广州-越秀区  文峰荟(广州)企业管理有限公司   \n",
       "2          高级产品经理（视觉感知系统、智能载荷）  20-40k·13薪  广州-黄埔区   广东人工智能与先进计算研究院   \n",
       "3                       IT产品经理      13-18k  广州-天河区       广州麦匠科技有限公司   \n",
       "4       产品经理（营销线互联网产品）(J11829)      30-60k  广州-黄埔区             汤臣倍健   \n",
       "5                运营商BU-产品经理-广州  13-18k·14薪  广州-天河区             科大讯飞   \n",
       "6                 B端产品经理G00941      25-45k  广州-天河区             森大集团   \n",
       "7                IT平台产品经理主管工程师      30-40k  广州-番禺区            广汽研究院   \n",
       "8                       中台产品经理      20-30k  广州-海珠区             树根互联   \n",
       "9     高级产品经理(WMS方向) (MJ004770)  20-40k·14薪  广州-番禺区            SHEIN   \n",
       "10            高级产品经理（无人机载荷与视觉）  20-40k·13薪  广州-黄埔区   广东人工智能与先进计算研究院   \n",
       "11                产品经理（业务平台方向）      20-35k  广州-越秀区    广东省国际工程咨询有限公司   \n",
       "12                       产品经理岗      20-30k      广州          某银行上市公司   \n",
       "13                      资深产品经理  16-25k·14薪  广州-白云区             舒客电商   \n",
       "14              产品经理（C端基金投顾业务）  22-30k·18薪      广州            某知名公司   \n",
       "15       高级产品经理（B端） (MJ005767)  25-40k·14薪  广州-番禺区            SHEIN   \n",
       "16                产品经理（OA办公系统）      10-15k  广州-天河区             德科信息   \n",
       "17  B端供应链产品经理（商家系统） (MJ005418)  20-40k·14薪  广州-番禺区            SHEIN   \n",
       "18                        产品经理  18-25k·14薪  广州-天河区   无穷食品制造(广东)有限公司   \n",
       "19  B端供应链产品经理（采购系统） (MJ005419)  20-40k·14薪  广州-番禺区            SHEIN   \n",
       "20       高级产品经理（OA） (MJ008114)  25-40k·14薪  广州-番禺区            SHEIN   \n",
       "21                软件产品经理（实验实训）  25-45k·16薪  广州-黄埔区     某广州计算机软件上市公司   \n",
       "22                      b端产品经理  15-25k·14薪      广州             龙腾出行   \n",
       "23                       产品经理岗      20-45k      广州           广东华兴银行   \n",
       "24                高级产品经理-商品开发线  21-35k·14薪  广州-番禺区            某知名公司   \n",
       "25                   产品经理（粤政易）  15-25k·16薪  广州-海珠区             数字广东   \n",
       "26                 产品经理（工业互联网）      15-25k  广州-天河区       广东亿迅科技有限公司   \n",
       "27                      IT产品经理      20-26k  广州-越秀区     时代中国控股集团有限公司   \n",
       "28                      管道产品经理  15-20k·19薪  广州-海珠区   东方雨虹民用建材有限责任公司   \n",
       "29                 B端产品经理（CRM）      30-50k  广州-天河区            某知名公司   \n",
       "30                   产品经理（快消品）      15-25k  广州-南沙区       广州奥昆食品有限公司   \n",
       "31             B03- 社交产品经理（玩法）  20-30k·15薪      广州     某大型知名计算机软件公司   \n",
       "32                 产品经理岗（信息技术）        薪资面议  广州-越秀区      广州交易所集团有限公司   \n",
       "33                      社交产品经理  20-30k·16薪  广州-番禺区   某广州大型在线社交/媒体公司   \n",
       "34                      社交产品经理  20-30k·16薪  广州-番禺区   某广州大型在线社交/媒体公司   \n",
       "35       消费电子多领域龙头-软件产品经理-实验实训  35-65k·13薪      广州     某广州计算机软件上市公司   \n",
       "36                      社交产品经理  25-40k·16薪      广州          泛娱乐上市公司   \n",
       "37                  产品经理（医疗软件）  13-20k·15薪  广州-番禺区             华粤集团   \n",
       "38        产品经理（数字化） (MJ001940)      10-18k  广州-黄埔区         广电运通金融电子   \n",
       "39                      UQ产品经理  15-30k·13薪  广州-番禺区   某广州大型生活服务O2O公司   \n",
       "\n",
       "           公司类型   学历要求   工作经验  \n",
       "0           互联网     本科   3-5年  \n",
       "1          电子商务   统招本科   3-5年  \n",
       "2   电子/半导体/集成电路   统招本科  5-10年  \n",
       "3           互联网     本科   3-5年  \n",
       "4      食品/饮料/酒水     本科  5-10年  \n",
       "5         计算机软件     本科   3-5年  \n",
       "6           消费品     本科  5-10年  \n",
       "7          整车制造     本科  5-10年  \n",
       "8          人工智能   统招本科   3-5年  \n",
       "9           互联网     大专   3-5年  \n",
       "10  电子/半导体/集成电路     本科  5-10年  \n",
       "11       专业技术服务     本科   3-5年  \n",
       "12           银行   统招本科  5-10年  \n",
       "13         电子商务   统招本科  5-10年  \n",
       "14     基金/证券/期货   统招本科   3-5年  \n",
       "15          互联网     本科  5-10年  \n",
       "16          互联网   统招本科   1-3年  \n",
       "17          互联网     本科  5-10年  \n",
       "18     食品/饮料/酒水   统招本科  5-10年  \n",
       "19          互联网     本科  5-10年  \n",
       "20          互联网     本科  5-10年  \n",
       "21        计算机软件  本科及以上   3-5年  \n",
       "22          互联网   学历不限   3-5年  \n",
       "23           银行     本科   3-5年  \n",
       "24       专业技术服务  硕士及以上  5-10年  \n",
       "25          互联网   统招本科   3-5年  \n",
       "26        计算机软件     本科   3-5年  \n",
       "27      房地产开发经营     本科  5-10年  \n",
       "28           建材     本科   3-5年  \n",
       "29     服装/纺织/皮革   统招本科  5-10年  \n",
       "30     食品/饮料/酒水     本科   1-3年  \n",
       "31          互联网   统招本科   1-3年  \n",
       "32     基金/证券/期货     硕士   1-3年  \n",
       "33      在线社交/媒体   学历不限   3-5年  \n",
       "34      在线社交/媒体  本科及以上   3-5年  \n",
       "35        计算机软件  本科及以上  5-10年  \n",
       "36       互联网/电商   统招本科   1-3年  \n",
       "37         医疗器械     本科   3-5年  \n",
       "38        计算机软件     本科   1-3年  \n",
       "39      生活服务O2O  本科及以上   3-5年  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df = df[['job.labels','job.title','job.salary','job.dq','comp.compName','comp.compIndustry','job.requireEduLevel', 'job.requireWorkYears']]\n",
    "new_df.columns = ['工作标签','工作','薪资','地区','公司名称','公司类型','学历要求','工作经验']\n",
    "new_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 首先是标签的清洗【岗位任职所需要的技术】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0            [数据产品, 内容产品, 音乐行业, 团队管理, 产品设计, 需求挖掘, 用户研究]\n",
       "1                                                    []\n",
       "2     [电子商务, IT互联网, 食品饮料, 电子/半导体/集成电路, 消费品, 数据分析, 竞品...\n",
       "3     [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...\n",
       "4          [工具产品, 平台产品, 数据产品, 科研/技术服务, 数据分析, SQL, 竞品分析]\n",
       "                            ...                        \n",
       "35                                                   []\n",
       "36    [工具产品, O2O, 产品设计, to C, 产品规划, 需求分析, 交互设计, 原型设计...\n",
       "37           [需求分析, 产品设计, 产品优化, 数据分析, 中台产品, to B, 产品规划]\n",
       "38    [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, Axure, 原型...\n",
       "39    [策略产品, 商业产品, IT互联网, 通讯/网络设备, 产品设计, 市场调研, 产品规划,...\n",
       "Name: 工作标签, Length: 200, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df['工作标签']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([list(['数据产品', '内容产品', '音乐行业', '团队管理', '产品设计', '需求挖掘', '用户研究']),\n",
       "       list([]),\n",
       "       list(['电子商务', 'IT互联网', '食品饮料', '电子/半导体/集成电路', '消费品', '数据分析', '竞品分析', '产品优化', '用户研究', '产品设计']),\n",
       "       list(['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']),\n",
       "       list(['工具产品', '平台产品', '数据产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']),\n",
       "       list(['中央市场产品经理经验', '区域推广经验']), list(['神外', '医生']),\n",
       "       list(['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']),\n",
       "       list([]),\n",
       "       list(['电商产品', '画像产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '用户研究', '产品优化', '交互设计', '产品规划']),\n",
       "       list(['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '产品规划', '市场调研', '交互设计']),\n",
       "       list(['游戏行业']), list(['产品设计', 'AI人工智能产品']), list([]),\n",
       "       list(['直播/视频产品', '语音产品', '策略产品', '数据产品', '直播', '房地产行业', '产品规划', '数据分析', '用户研究', '产品设计']),\n",
       "       list([]), list([]), list(['化妆品', '消费品', '产品开发']),\n",
       "       list(['电子元器件', '直销', '面销', 'to B', '出差', '制造业', '客户管理']),\n",
       "       list(['市场营销']), list(['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']),\n",
       "       list(['to C']),\n",
       "       list(['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']),\n",
       "       list(['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']),\n",
       "       list([]), list(['商品管理', '产品企划', '商品运营']), list([]),\n",
       "       list(['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', '化工行业', 'IT/互联网/软件', 'CRM系统']),\n",
       "       list(['医院器械']), list([]), list(['泌尿外科']), list([]),\n",
       "       list(['游戏产品', 'MMO游戏']), list(['品牌策划']), list(['to C']),\n",
       "       list(['市场洞察', '拓展培训', '销售管理', '团队管理', '出差']),\n",
       "       list(['产品优化', '二次元在研', '项目管理']), list([]), list([]),\n",
       "       list(['市场营销', '产品管理', '产品开发']), list(['数据分析']), list(['增长产品']),\n",
       "       list([]), list(['临床试验', '临床项目管理', 'GCP认证', 'CE认证']),\n",
       "       list(['axure', 'visio', 'powerpoint', 'word', 'Excel']),\n",
       "       list(['PMP', '流程管理']), list(['包食宿', '五险一金', '晋升空间大', '零食下午茶']),\n",
       "       list(['电子产品及配件', '智能硬件', '产品规划', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析']),\n",
       "       list(['数据分析']),\n",
       "       list(['供应链产品', '数据产品', '平台产品', '中台产品', '产品设计', '产品规划', '团队管理', '数据建模', '数据分析', '需求管理']),\n",
       "       list(['数据产品', '工具产品', '电商产品', 'to C', 'to B', '跨境电商', '产品设计', '用户研究', '交互设计', 'Axure']),\n",
       "       list(['B2C  ']),\n",
       "       list(['数据产品', '食品饮料', '消费品', '竞品分析', '市场调研', '需求调研', '用户研究', '产品规划', '团队管理']),\n",
       "       list(['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究']),\n",
       "       list(['流程管理', 'PMP']),\n",
       "       list(['计算机软件', 'to B', '原型设计', '需求分析', '产品设计', '建筑软件', '建筑信息化', '建筑行业', 'web端产品']),\n",
       "       list(['AI人工智能产品', '硬件产品', '人工智能', 'IT互联网', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '用户研究', '团队管理']),\n",
       "       list([]), list(['CRM', '新零售', '电子商务']),\n",
       "       list(['CRM', '新零售', '电子商务']), list(['excel', 'word']),\n",
       "       list(['原型设计', '需求调研', '产品规划', '需求管理']), list(['海外', '手游', '电商']),\n",
       "       list(['金融产品', 'to B', 'to C']),\n",
       "       list(['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计']),\n",
       "       list(['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']),\n",
       "       list([]), list(['售前产品经理', '无线通信方向']),\n",
       "       list(['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']),\n",
       "       list(['固定收益', '固收系统']),\n",
       "       list(['策略产品', '化妆品', '团队管理', '产品优化', '产品规划', '产品设计']),\n",
       "       list(['商业产品', '产品规划']),\n",
       "       list(['敏捷管理', '流程管理', '项目管理师', 'PMP', 'PMP项目管理认证']), list(['游戏']),\n",
       "       list(['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']),\n",
       "       list(['电商产品经理 ', 'ERP产品经理', '跨境电商行业']),\n",
       "       list(['供应链产品', '交通/运输/物流', '供应链仓储']), list(['金融产品']),\n",
       "       list(['5G行业', '应急行业', '能源行业', '电力', '广电行业', '通讯/网络设备', '需求分析', '用户研究']),\n",
       "       list(['供应链产品', '产品设计', '用户研究', '市场调研', '原型设计', '流程设计', '产品规划', '团队管理']),\n",
       "       list(['售后服务']), list(['医药企业', '连锁']),\n",
       "       list(['axure', 'xmind', 'b端产品', '需求分析']),\n",
       "       list(['临床项目管理', 'CRA', '抗肿瘤药']), list(['生物医药', '分析生物学', '体外诊断产品']),\n",
       "       list([]), list([]), list(['产品规划', '产品优化']),\n",
       "       list(['交易产品', '金融产品', '工具产品', '金融行业', '产品规划', '需求分析', '产品设计', '数据分析', '团队管理']),\n",
       "       list([]), list(['产品设计', '数据分析', '课程产品']),\n",
       "       list(['供应链产品', '电子商务', 'to B']),\n",
       "       list(['AI人工智能产品', '商业产品', '人工智能', '产品规划', '需求管理', '产品设计', '产品优化', '数据分析', '团队管理']),\n",
       "       list(['产品规划', '产品设计', 'Axure', '需求分析', '金融行业', '工具产品', '竞品分析', 'to B', 'MindManager', '墨刀']),\n",
       "       list(['数据分析', 'PMP']),\n",
       "       list(['电商产品', '后台产品', '交易产品', '中台产品', 'AI人工智能产品', 'CRM系统', '电子商务', '人工智能', '产品优化', '产品设计']),\n",
       "       list([]),\n",
       "       list(['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']),\n",
       "       list(['宠物电子', '个人护理', '美容仪', '桌面办公', '平板', '消费电子']),\n",
       "       list(['硬件产品', '硬件系统集成', '产品规划']),\n",
       "       list(['电商产品', '后台产品', '中台产品', 'AI人工智能产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']),\n",
       "       list(['电商产品', '跨境电商', '电子商务', '团队管理']),\n",
       "       list(['旅游产品', 'to C', 'OTA', '英文']),\n",
       "       list(['摄像机', '相机', '安防机', '影响设备']), list([]),\n",
       "       list(['Visio', 'Axure', '产品设计', '工具产品', '需求挖掘', '原型设计', '产品规划']),\n",
       "       list(['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']),\n",
       "       list(['数据产品', '平台产品', '信息安全', '交通/运输', '数据分析', 'MindManager', 'Visio', 'Axure', '产品规划']),\n",
       "       list(['金融产品', '证券业', '期货证券', '金融行业', '需求管理', '团队管理']),\n",
       "       list(['采购', '订单管理', '订单履约']), list([]), list(['to B']), list([]),\n",
       "       list(['to B']), list(['产品设计', '数据分析']),\n",
       "       list(['商业产品', '计算机软件', '产品规划', '用户研究', '产品设计']),\n",
       "       list(['产品规划', '云平台', '软硬件集成', '从0到1的规划产品']),\n",
       "       list(['ppt', 'axure', 'visio', '硬件产品']), list(['产品设计', '需求分析']),\n",
       "       list(['axure', 'visio', 'xmind']), list(['数据产品', '硬件产品']),\n",
       "       list(['产品设计', 'axure', 'visio', 'ppt', '需求分析']), list(['产品设计']),\n",
       "       list(['数据分析']), list([]), list(['产品分析', '产品设计', '产品开发', '产品推广']),\n",
       "       list(['团队管理', '产品规划', '市场调研', '产品优化', '需求分析']),\n",
       "       list(['产品优化', '原型设计', '需求调研', '产品规划', '产品设计', '硬件产品', '智慧城市', '医疗行业', '房地产行业', '通讯/网络设备']),\n",
       "       list(['IT互联网', 'SaaS系统', '通讯/网络设备', '产品规划', '产品设计', '移动端产品', '用户研究', 'Axure', '需求调研', '市场调研']),\n",
       "       list(['风控产品', '策略产品', '金融产品', '投资产品', '金融行业', '金融理财/贷款', '需求分析', '产品设计', '产品优化', '团队管理']),\n",
       "       list(['IT互联网']),\n",
       "       list(['工具产品', '资讯产品', '供应链产品', '财务产品', '医疗行业', '医院', 'IT互联网', '产品设计', '用户研究', '产品规划']),\n",
       "       list(['IT互联网', '产品规划', '产品设计', 'Axure', '需求分析', '竞品分析', '用户研究', '市场调研', '需求调研']),\n",
       "       list(['电子商务', '家具设计', '产品规划', '欧美风格', '轻奢风格', '实木家具', '板木家具', '软体家具']),\n",
       "       list([]),\n",
       "       list(['医疗', '大健康', '慢病', '治未病', '专科医生', '执业医师证', '医学产品']),\n",
       "       list(['智能硬件', '汽车行业', '房地产行业', '用户研究', '产品规划', '产品设计']),\n",
       "       list(['工具产品', 'OA产品', '财务产品', '供应链产品', 'IT互联网', '产品设计', '用户研究', '交互设计', '产品规划', '竞品分析']),\n",
       "       list(['工具产品', '商业产品', '策略产品', 'to C', '团队管理', '产品优化', '产品规划', '产品设计', '交互设计']),\n",
       "       list(['后台产品', '制造业', '需求分析', '产品规划', '产品设计', '需求管理', 'CRM产品', 'to B', '原型设计', '流程设计']),\n",
       "       list(['SaaS系统', '通讯/网络设备', 'IT互联网', '产品规划', '产品设计', '需求调研', '需求分析', '移动端产品', 'Axure', '市场调研']),\n",
       "       list(['信号测量', '雷达配套', '无线通信', '仪器设备']),\n",
       "       list(['传感器', '模拟芯片', '数字芯片']), list(['计算机软件', '团队管理']),\n",
       "       list(['数据产品', '平台产品', '商业产品', '工具产品', '人工智能', 'to B', '产品设计', '墨刀', 'Visio', 'Axure']),\n",
       "       list([]), list(['工具产品', '移动端产品']), list(['数据分析', '软件开发']),\n",
       "       list(['数据产品', '商业产品', '产品规划']), list(['数据产品经理', '数据可视化', '大数据平台']),\n",
       "       list([]), list(['安全产品', '数据产品', '信息安全', '产品设计', '产品规划']),\n",
       "       list(['生产经理']), list(['工具产品', '商业化产品']),\n",
       "       list(['数据产品', '客户端产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品设计', '产品规划', '需求管理']),\n",
       "       list(['OA产品', 'OA系统', '产品规划', '需求调研', '产品优化', 'MindManager', '市场调研', 'Visio', '产品设计', 'Axure']),\n",
       "       list(['数据产品', 'b端产品', '内容产品']), list([]),\n",
       "       list(['制造业', '产品优化', '需求分析', 'IT互联网', '智能硬件', 'to B']),\n",
       "       list(['IT产品经理', '电商产品经理', '信息化系统建设', '流程设计', '业务需求分析']), list([]),\n",
       "       list([]), list(['无人机', '无人机载荷', '激光雷达', '光学相机']),\n",
       "       list(['产品经理', 'B端产品经理']),\n",
       "       list(['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '流程设计', '用户研究', '原型设计', '产品优化']),\n",
       "       list(['平台产品', '消费品', '团队管理', '用户研究', '需求管理', '产品优化', '产品设计', '市场调研', '数据分析']),\n",
       "       list([]), list(['产品设计', '需求分析', '跨境电商', 'ERP系统', 'to C', '供应链产品']),\n",
       "       list(['财务产品', 'AI人工智能产品', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析']),\n",
       "       list(['客户端产品', '数据产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '需求管理', '产品设计', '产品规划']),\n",
       "       list(['智能载荷', '视觉感知系统', '无人驾驶']),\n",
       "       list(['to C', 'IT互联网', 'to B', '消费品', '产品设计', '用户研究', '产品规划', '需求挖掘']),\n",
       "       list(['产品经理', '国际业务']),\n",
       "       list(['平台产品', '客户端产品', '数据产品', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '市场调研', '产品规划']),\n",
       "       list(['产品规划', '产品设计', 'to B', '流程设计', '原型设计', '需求分析', 'SaaS产品', '中台产品', 'IT互联网', '电子商务']),\n",
       "       list(['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '需求分析']),\n",
       "       list(['风控产品', '安全产品', '工具产品', '平台产品', '内容产品', '策略产品', '电商产品', '电子商务', '安保行业', 'IT互联网']),\n",
       "       list(['中台产品', '产品规划', '产品设计', 'to C', '用户中心']),\n",
       "       list(['财税产品', 'SaaS产品', 'to B', 'web端产品', '产品优化', '竞品分析', '需求分析', '流程设计', '用户研究', '发票产品']),\n",
       "       list(['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']),\n",
       "       list(['SaaS产品', 'to C', '用户研究', '产品规划', '竞品分析', '市场调研', '移动端产品', 'web端产品', '计算机软件']),\n",
       "       list(['硬件产品', '通讯/网络设备', 'to B', '产品规划', '需求分析', '用户研究']),\n",
       "       list(['产品规划', '团队管理', '产品优化', '市场调研']), list([]),\n",
       "       list(['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '竞品分析']),\n",
       "       list(['工业互联网', '产品规划', '产品设计', '通讯/网络设备', '计算机软件']),\n",
       "       list(['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '需求调研', '数据分析', '团队管理']),\n",
       "       list([]), list(['社交产品', '直播/视频产品', '直播', '产品规划']),\n",
       "       list(['社区/社交产品', '中期开发迭代', '拉新']),\n",
       "       list(['采购', '物流快递', '团队管理', '需求管理', '产品设计']), list([]),\n",
       "       list(['交通/运输/物流', '物流快递', '交通/物流/贸易', '服装/纺织/皮革', '服装服饰', '电子商务', '皮革/纺织/服装']),\n",
       "       list(['采购', '产品设计']),\n",
       "       list(['交易产品', '供应链产品', '数据产品', '电商产品', 'to B', 'CRM系统', '采购', 'SaaS系统', '计算机软件', '信息安全']),\n",
       "       list([]),\n",
       "       list(['工具产品', 'O2O', '产品设计', 'to C', '产品规划', '需求分析', '交互设计', '原型设计', '中台产品', '增长产品']),\n",
       "       list(['需求分析', '产品设计', '产品优化', '数据分析', '中台产品', 'to B', '产品规划']),\n",
       "       list(['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', 'Axure', '原型设计', '团队管理']),\n",
       "       list(['策略产品', '商业产品', 'IT互联网', '通讯/网络设备', '产品设计', '市场调研', '产品规划', '团队管理', '产品优化', '用户研究'])],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df['工作标签'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['数据产品', '内容产品', '音乐行业', '团队管理', '产品设计', '需求挖掘', '用户研究'],\n",
       " [],\n",
       " ['电子商务',\n",
       "  'IT互联网',\n",
       "  '食品饮料',\n",
       "  '电子/半导体/集成电路',\n",
       "  '消费品',\n",
       "  '数据分析',\n",
       "  '竞品分析',\n",
       "  '产品优化',\n",
       "  '用户研究',\n",
       "  '产品设计'],\n",
       " ['英语',\n",
       "  '市场推广',\n",
       "  '市场拓展',\n",
       "  '渠道策划',\n",
       "  '市场策划',\n",
       "  '市场调研分析',\n",
       "  '乙方公司背景',\n",
       "  'to B',\n",
       "  '大客户',\n",
       "  '无销售性质'],\n",
       " ['工具产品', '平台产品', '数据产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析'],\n",
       " ['中央市场产品经理经验', '区域推广经验'],\n",
       " ['神外', '医生'],\n",
       " ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品'],\n",
       " [],\n",
       " ['电商产品',\n",
       "  '画像产品',\n",
       "  'IT互联网',\n",
       "  '电子商务',\n",
       "  '产品设计',\n",
       "  '移动端产品',\n",
       "  '用户研究',\n",
       "  '产品优化',\n",
       "  '交互设计',\n",
       "  '产品规划'],\n",
       " ['硬件产品', '硬件系统集成', '汽车行业', '用户研究', '产品设计', '需求分析', '产品规划', '市场调研', '交互设计'],\n",
       " ['游戏行业'],\n",
       " ['产品设计', 'AI人工智能产品'],\n",
       " [],\n",
       " ['直播/视频产品',\n",
       "  '语音产品',\n",
       "  '策略产品',\n",
       "  '数据产品',\n",
       "  '直播',\n",
       "  '房地产行业',\n",
       "  '产品规划',\n",
       "  '数据分析',\n",
       "  '用户研究',\n",
       "  '产品设计'],\n",
       " [],\n",
       " [],\n",
       " ['化妆品', '消费品', '产品开发'],\n",
       " ['电子元器件', '直销', '面销', 'to B', '出差', '制造业', '客户管理'],\n",
       " ['市场营销'],\n",
       " ['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商'],\n",
       " ['to C'],\n",
       " ['策略产品',\n",
       "  '数据产品',\n",
       "  '平台产品',\n",
       "  '计算机软件',\n",
       "  '产品优化',\n",
       "  '团队管理',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '数据分析',\n",
       "  '数据挖掘'],\n",
       " ['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售'],\n",
       " [],\n",
       " ['商品管理', '产品企划', '商品运营'],\n",
       " [],\n",
       " ['CRM软件',\n",
       "  '信息化项目',\n",
       "  '软件行业',\n",
       "  '咨询项目',\n",
       "  '售前支持',\n",
       "  '服务业',\n",
       "  '批发/零售',\n",
       "  '化工行业',\n",
       "  'IT/互联网/软件',\n",
       "  'CRM系统'],\n",
       " ['医院器械'],\n",
       " [],\n",
       " ['泌尿外科'],\n",
       " [],\n",
       " ['游戏产品', 'MMO游戏'],\n",
       " ['品牌策划'],\n",
       " ['to C'],\n",
       " ['市场洞察', '拓展培训', '销售管理', '团队管理', '出差'],\n",
       " ['产品优化', '二次元在研', '项目管理'],\n",
       " [],\n",
       " [],\n",
       " ['市场营销', '产品管理', '产品开发'],\n",
       " ['数据分析'],\n",
       " ['增长产品'],\n",
       " [],\n",
       " ['临床试验', '临床项目管理', 'GCP认证', 'CE认证'],\n",
       " ['axure', 'visio', 'powerpoint', 'word', 'Excel'],\n",
       " ['PMP', '流程管理'],\n",
       " ['包食宿', '五险一金', '晋升空间大', '零食下午茶'],\n",
       " ['电子产品及配件', '智能硬件', '产品规划', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析'],\n",
       " ['数据分析'],\n",
       " ['供应链产品',\n",
       "  '数据产品',\n",
       "  '平台产品',\n",
       "  '中台产品',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '团队管理',\n",
       "  '数据建模',\n",
       "  '数据分析',\n",
       "  '需求管理'],\n",
       " ['数据产品',\n",
       "  '工具产品',\n",
       "  '电商产品',\n",
       "  'to C',\n",
       "  'to B',\n",
       "  '跨境电商',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '交互设计',\n",
       "  'Axure'],\n",
       " ['B2C  '],\n",
       " ['数据产品', '食品饮料', '消费品', '竞品分析', '市场调研', '需求调研', '用户研究', '产品规划', '团队管理'],\n",
       " ['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究'],\n",
       " ['流程管理', 'PMP'],\n",
       " ['计算机软件', 'to B', '原型设计', '需求分析', '产品设计', '建筑软件', '建筑信息化', '建筑行业', 'web端产品'],\n",
       " ['AI人工智能产品',\n",
       "  '硬件产品',\n",
       "  '人工智能',\n",
       "  'IT互联网',\n",
       "  '硬件系统集成',\n",
       "  '智能硬件',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '用户研究',\n",
       "  '团队管理'],\n",
       " [],\n",
       " ['CRM', '新零售', '电子商务'],\n",
       " ['CRM', '新零售', '电子商务'],\n",
       " ['excel', 'word'],\n",
       " ['原型设计', '需求调研', '产品规划', '需求管理'],\n",
       " ['海外', '手游', '电商'],\n",
       " ['金融产品', 'to B', 'to C'],\n",
       " ['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计'],\n",
       " ['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品'],\n",
       " [],\n",
       " ['售前产品经理', '无线通信方向'],\n",
       " ['证券业',\n",
       "  '金融行业',\n",
       "  '数据产品',\n",
       "  '中台产品',\n",
       "  'to B',\n",
       "  '产品规划',\n",
       "  '需求分析',\n",
       "  '用户研究',\n",
       "  '金融产品',\n",
       "  '内容产品'],\n",
       " ['固定收益', '固收系统'],\n",
       " ['策略产品', '化妆品', '团队管理', '产品优化', '产品规划', '产品设计'],\n",
       " ['商业产品', '产品规划'],\n",
       " ['敏捷管理', '流程管理', '项目管理师', 'PMP', 'PMP项目管理认证'],\n",
       " ['游戏'],\n",
       " ['交易产品',\n",
       "  '投资产品',\n",
       "  '金融行业',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求管理',\n",
       "  '竞品分析',\n",
       "  'to B',\n",
       "  '需求分析',\n",
       "  '需求调研'],\n",
       " ['电商产品经理 ', 'ERP产品经理', '跨境电商行业'],\n",
       " ['供应链产品', '交通/运输/物流', '供应链仓储'],\n",
       " ['金融产品'],\n",
       " ['5G行业', '应急行业', '能源行业', '电力', '广电行业', '通讯/网络设备', '需求分析', '用户研究'],\n",
       " ['供应链产品', '产品设计', '用户研究', '市场调研', '原型设计', '流程设计', '产品规划', '团队管理'],\n",
       " ['售后服务'],\n",
       " ['医药企业', '连锁'],\n",
       " ['axure', 'xmind', 'b端产品', '需求分析'],\n",
       " ['临床项目管理', 'CRA', '抗肿瘤药'],\n",
       " ['生物医药', '分析生物学', '体外诊断产品'],\n",
       " [],\n",
       " [],\n",
       " ['产品规划', '产品优化'],\n",
       " ['交易产品', '金融产品', '工具产品', '金融行业', '产品规划', '需求分析', '产品设计', '数据分析', '团队管理'],\n",
       " [],\n",
       " ['产品设计', '数据分析', '课程产品'],\n",
       " ['供应链产品', '电子商务', 'to B'],\n",
       " ['AI人工智能产品', '商业产品', '人工智能', '产品规划', '需求管理', '产品设计', '产品优化', '数据分析', '团队管理'],\n",
       " ['产品规划',\n",
       "  '产品设计',\n",
       "  'Axure',\n",
       "  '需求分析',\n",
       "  '金融行业',\n",
       "  '工具产品',\n",
       "  '竞品分析',\n",
       "  'to B',\n",
       "  'MindManager',\n",
       "  '墨刀'],\n",
       " ['数据分析', 'PMP'],\n",
       " ['电商产品',\n",
       "  '后台产品',\n",
       "  '交易产品',\n",
       "  '中台产品',\n",
       "  'AI人工智能产品',\n",
       "  'CRM系统',\n",
       "  '电子商务',\n",
       "  '人工智能',\n",
       "  '产品优化',\n",
       "  '产品设计'],\n",
       " [],\n",
       " ['社交产品',\n",
       "  '海外产品',\n",
       "  '移动端产品',\n",
       "  '产品规划',\n",
       "  '竞品分析',\n",
       "  '需求分析',\n",
       "  '用户研究',\n",
       "  '市场调研',\n",
       "  '产品设计',\n",
       "  '原型设计'],\n",
       " ['宠物电子', '个人护理', '美容仪', '桌面办公', '平板', '消费电子'],\n",
       " ['硬件产品', '硬件系统集成', '产品规划'],\n",
       " ['电商产品',\n",
       "  '后台产品',\n",
       "  '中台产品',\n",
       "  'AI人工智能产品',\n",
       "  '交易产品',\n",
       "  'CRM系统',\n",
       "  '人工智能',\n",
       "  '电子商务',\n",
       "  '产品优化',\n",
       "  '产品设计'],\n",
       " ['电商产品', '跨境电商', '电子商务', '团队管理'],\n",
       " ['旅游产品', 'to C', 'OTA', '英文'],\n",
       " ['摄像机', '相机', '安防机', '影响设备'],\n",
       " [],\n",
       " ['Visio', 'Axure', '产品设计', '工具产品', '需求挖掘', '原型设计', '产品规划'],\n",
       " ['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析'],\n",
       " ['数据产品',\n",
       "  '平台产品',\n",
       "  '信息安全',\n",
       "  '交通/运输',\n",
       "  '数据分析',\n",
       "  'MindManager',\n",
       "  'Visio',\n",
       "  'Axure',\n",
       "  '产品规划'],\n",
       " ['金融产品', '证券业', '期货证券', '金融行业', '需求管理', '团队管理'],\n",
       " ['采购', '订单管理', '订单履约'],\n",
       " [],\n",
       " ['to B'],\n",
       " [],\n",
       " ['to B'],\n",
       " ['产品设计', '数据分析'],\n",
       " ['商业产品', '计算机软件', '产品规划', '用户研究', '产品设计'],\n",
       " ['产品规划', '云平台', '软硬件集成', '从0到1的规划产品'],\n",
       " ['ppt', 'axure', 'visio', '硬件产品'],\n",
       " ['产品设计', '需求分析'],\n",
       " ['axure', 'visio', 'xmind'],\n",
       " ['数据产品', '硬件产品'],\n",
       " ['产品设计', 'axure', 'visio', 'ppt', '需求分析'],\n",
       " ['产品设计'],\n",
       " ['数据分析'],\n",
       " [],\n",
       " ['产品分析', '产品设计', '产品开发', '产品推广'],\n",
       " ['团队管理', '产品规划', '市场调研', '产品优化', '需求分析'],\n",
       " ['产品优化',\n",
       "  '原型设计',\n",
       "  '需求调研',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '硬件产品',\n",
       "  '智慧城市',\n",
       "  '医疗行业',\n",
       "  '房地产行业',\n",
       "  '通讯/网络设备'],\n",
       " ['IT互联网',\n",
       "  'SaaS系统',\n",
       "  '通讯/网络设备',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '移动端产品',\n",
       "  '用户研究',\n",
       "  'Axure',\n",
       "  '需求调研',\n",
       "  '市场调研'],\n",
       " ['风控产品',\n",
       "  '策略产品',\n",
       "  '金融产品',\n",
       "  '投资产品',\n",
       "  '金融行业',\n",
       "  '金融理财/贷款',\n",
       "  '需求分析',\n",
       "  '产品设计',\n",
       "  '产品优化',\n",
       "  '团队管理'],\n",
       " ['IT互联网'],\n",
       " ['工具产品',\n",
       "  '资讯产品',\n",
       "  '供应链产品',\n",
       "  '财务产品',\n",
       "  '医疗行业',\n",
       "  '医院',\n",
       "  'IT互联网',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品规划'],\n",
       " ['IT互联网', '产品规划', '产品设计', 'Axure', '需求分析', '竞品分析', '用户研究', '市场调研', '需求调研'],\n",
       " ['电子商务', '家具设计', '产品规划', '欧美风格', '轻奢风格', '实木家具', '板木家具', '软体家具'],\n",
       " [],\n",
       " ['医疗', '大健康', '慢病', '治未病', '专科医生', '执业医师证', '医学产品'],\n",
       " ['智能硬件', '汽车行业', '房地产行业', '用户研究', '产品规划', '产品设计'],\n",
       " ['工具产品',\n",
       "  'OA产品',\n",
       "  '财务产品',\n",
       "  '供应链产品',\n",
       "  'IT互联网',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '交互设计',\n",
       "  '产品规划',\n",
       "  '竞品分析'],\n",
       " ['工具产品', '商业产品', '策略产品', 'to C', '团队管理', '产品优化', '产品规划', '产品设计', '交互设计'],\n",
       " ['后台产品',\n",
       "  '制造业',\n",
       "  '需求分析',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求管理',\n",
       "  'CRM产品',\n",
       "  'to B',\n",
       "  '原型设计',\n",
       "  '流程设计'],\n",
       " ['SaaS系统',\n",
       "  '通讯/网络设备',\n",
       "  'IT互联网',\n",
       "  '产品规划',\n",
       "  '产品设计',\n",
       "  '需求调研',\n",
       "  '需求分析',\n",
       "  '移动端产品',\n",
       "  'Axure',\n",
       "  '市场调研'],\n",
       " ['信号测量', '雷达配套', '无线通信', '仪器设备'],\n",
       " ['传感器', '模拟芯片', '数字芯片'],\n",
       " ['计算机软件', '团队管理'],\n",
       " ['数据产品',\n",
       "  '平台产品',\n",
       "  '商业产品',\n",
       "  '工具产品',\n",
       "  '人工智能',\n",
       "  'to B',\n",
       "  '产品设计',\n",
       "  '墨刀',\n",
       "  'Visio',\n",
       "  'Axure'],\n",
       " [],\n",
       " ['工具产品', '移动端产品'],\n",
       " ['数据分析', '软件开发'],\n",
       " ['数据产品', '商业产品', '产品规划'],\n",
       " ['数据产品经理', '数据可视化', '大数据平台'],\n",
       " [],\n",
       " ['安全产品', '数据产品', '信息安全', '产品设计', '产品规划'],\n",
       " ['生产经理'],\n",
       " ['工具产品', '商业化产品'],\n",
       " ['数据产品',\n",
       "  '客户端产品',\n",
       "  'IT互联网',\n",
       "  '产品优化',\n",
       "  '用户研究',\n",
       "  '团队管理',\n",
       "  '数据分析',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '需求管理'],\n",
       " ['OA产品',\n",
       "  'OA系统',\n",
       "  '产品规划',\n",
       "  '需求调研',\n",
       "  '产品优化',\n",
       "  'MindManager',\n",
       "  '市场调研',\n",
       "  'Visio',\n",
       "  '产品设计',\n",
       "  'Axure'],\n",
       " ['数据产品', 'b端产品', '内容产品'],\n",
       " [],\n",
       " ['制造业', '产品优化', '需求分析', 'IT互联网', '智能硬件', 'to B'],\n",
       " ['IT产品经理', '电商产品经理', '信息化系统建设', '流程设计', '业务需求分析'],\n",
       " [],\n",
       " [],\n",
       " ['无人机', '无人机载荷', '激光雷达', '光学相机'],\n",
       " ['产品经理', 'B端产品经理'],\n",
       " ['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '流程设计', '用户研究', '原型设计', '产品优化'],\n",
       " ['平台产品', '消费品', '团队管理', '用户研究', '需求管理', '产品优化', '产品设计', '市场调研', '数据分析'],\n",
       " [],\n",
       " ['产品设计', '需求分析', '跨境电商', 'ERP系统', 'to C', '供应链产品'],\n",
       " ['财务产品', 'AI人工智能产品', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析'],\n",
       " ['客户端产品',\n",
       "  '数据产品',\n",
       "  'IT互联网',\n",
       "  '产品优化',\n",
       "  '用户研究',\n",
       "  '团队管理',\n",
       "  '数据分析',\n",
       "  '需求管理',\n",
       "  '产品设计',\n",
       "  '产品规划'],\n",
       " ['智能载荷', '视觉感知系统', '无人驾驶'],\n",
       " ['to C', 'IT互联网', 'to B', '消费品', '产品设计', '用户研究', '产品规划', '需求挖掘'],\n",
       " ['产品经理', '国际业务'],\n",
       " ['平台产品',\n",
       "  '客户端产品',\n",
       "  '数据产品',\n",
       "  'IT互联网',\n",
       "  '团队管理',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品优化',\n",
       "  '市场调研',\n",
       "  '产品规划'],\n",
       " ['产品规划',\n",
       "  '产品设计',\n",
       "  'to B',\n",
       "  '流程设计',\n",
       "  '原型设计',\n",
       "  '需求分析',\n",
       "  'SaaS产品',\n",
       "  '中台产品',\n",
       "  'IT互联网',\n",
       "  '电子商务'],\n",
       " ['AI人工智能产品',\n",
       "  '数据产品',\n",
       "  '中台产品',\n",
       "  '人工智能',\n",
       "  'IT互联网',\n",
       "  '团队管理',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '产品优化',\n",
       "  '需求分析'],\n",
       " ['风控产品',\n",
       "  '安全产品',\n",
       "  '工具产品',\n",
       "  '平台产品',\n",
       "  '内容产品',\n",
       "  '策略产品',\n",
       "  '电商产品',\n",
       "  '电子商务',\n",
       "  '安保行业',\n",
       "  'IT互联网'],\n",
       " ['中台产品', '产品规划', '产品设计', 'to C', '用户中心'],\n",
       " ['财税产品',\n",
       "  'SaaS产品',\n",
       "  'to B',\n",
       "  'web端产品',\n",
       "  '产品优化',\n",
       "  '竞品分析',\n",
       "  '需求分析',\n",
       "  '流程设计',\n",
       "  '用户研究',\n",
       "  '发票产品'],\n",
       " ['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析'],\n",
       " ['SaaS产品',\n",
       "  'to C',\n",
       "  '用户研究',\n",
       "  '产品规划',\n",
       "  '竞品分析',\n",
       "  '市场调研',\n",
       "  '移动端产品',\n",
       "  'web端产品',\n",
       "  '计算机软件'],\n",
       " ['硬件产品', '通讯/网络设备', 'to B', '产品规划', '需求分析', '用户研究'],\n",
       " ['产品规划', '团队管理', '产品优化', '市场调研'],\n",
       " [],\n",
       " ['供应链产品',\n",
       "  '定价/竞价产品',\n",
       "  '数据产品',\n",
       "  'IT互联网',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '原型设计',\n",
       "  '交互设计',\n",
       "  '用户研究',\n",
       "  '竞品分析'],\n",
       " ['工业互联网', '产品规划', '产品设计', '通讯/网络设备', '计算机软件'],\n",
       " ['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '需求调研', '数据分析', '团队管理'],\n",
       " [],\n",
       " ['社交产品', '直播/视频产品', '直播', '产品规划'],\n",
       " ['社区/社交产品', '中期开发迭代', '拉新'],\n",
       " ['采购', '物流快递', '团队管理', '需求管理', '产品设计'],\n",
       " [],\n",
       " ['交通/运输/物流', '物流快递', '交通/物流/贸易', '服装/纺织/皮革', '服装服饰', '电子商务', '皮革/纺织/服装'],\n",
       " ['采购', '产品设计'],\n",
       " ['交易产品',\n",
       "  '供应链产品',\n",
       "  '数据产品',\n",
       "  '电商产品',\n",
       "  'to B',\n",
       "  'CRM系统',\n",
       "  '采购',\n",
       "  'SaaS系统',\n",
       "  '计算机软件',\n",
       "  '信息安全'],\n",
       " [],\n",
       " ['工具产品',\n",
       "  'O2O',\n",
       "  '产品设计',\n",
       "  'to C',\n",
       "  '产品规划',\n",
       "  '需求分析',\n",
       "  '交互设计',\n",
       "  '原型设计',\n",
       "  '中台产品',\n",
       "  '增长产品'],\n",
       " ['需求分析', '产品设计', '产品优化', '数据分析', '中台产品', 'to B', '产品规划'],\n",
       " ['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', 'Axure', '原型设计', '团队管理'],\n",
       " ['策略产品',\n",
       "  '商业产品',\n",
       "  'IT互联网',\n",
       "  '通讯/网络设备',\n",
       "  '产品设计',\n",
       "  '市场调研',\n",
       "  '产品规划',\n",
       "  '团队管理',\n",
       "  '产品优化',\n",
       "  '用户研究']]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df['工作标签'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['数据产品',\n",
       " '内容产品',\n",
       " '音乐行业',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '需求挖掘',\n",
       " '用户研究',\n",
       " '电子商务',\n",
       " 'IT互联网',\n",
       " '食品饮料',\n",
       " '电子/半导体/集成电路',\n",
       " '消费品',\n",
       " '数据分析',\n",
       " '竞品分析',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '数据产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " '电商产品',\n",
       " '画像产品',\n",
       " 'IT互联网',\n",
       " '电子商务',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '游戏行业',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " '直播/视频产品',\n",
       " '语音产品',\n",
       " '策略产品',\n",
       " '数据产品',\n",
       " '直播',\n",
       " '房地产行业',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '电子元器件',\n",
       " '直销',\n",
       " '面销',\n",
       " 'to B',\n",
       " '出差',\n",
       " '制造业',\n",
       " '客户管理',\n",
       " '市场营销',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'to C',\n",
       " '策略产品',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '数据挖掘',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " '化工行业',\n",
       " 'IT/互联网/软件',\n",
       " 'CRM系统',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " '品牌策划',\n",
       " 'to C',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '销售管理',\n",
       " '团队管理',\n",
       " '出差',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " '数据分析',\n",
       " '增长产品',\n",
       " '临床试验',\n",
       " '临床项目管理',\n",
       " 'GCP认证',\n",
       " 'CE认证',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'powerpoint',\n",
       " 'word',\n",
       " 'Excel',\n",
       " 'PMP',\n",
       " '流程管理',\n",
       " '包食宿',\n",
       " '五险一金',\n",
       " '晋升空间大',\n",
       " '零食下午茶',\n",
       " '电子产品及配件',\n",
       " '智能硬件',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '数据分析',\n",
       " '供应链产品',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '中台产品',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '数据建模',\n",
       " '数据分析',\n",
       " '需求管理',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '电商产品',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '跨境电商',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '交互设计',\n",
       " 'Axure',\n",
       " 'B2C  ',\n",
       " '数据产品',\n",
       " '食品饮料',\n",
       " '消费品',\n",
       " '竞品分析',\n",
       " '市场调研',\n",
       " '需求调研',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '供应链产品',\n",
       " '电商产品',\n",
       " '平台产品',\n",
       " '批发/零售',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '流程管理',\n",
       " 'PMP',\n",
       " '计算机软件',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '建筑软件',\n",
       " '建筑信息化',\n",
       " '建筑行业',\n",
       " 'web端产品',\n",
       " 'AI人工智能产品',\n",
       " '硬件产品',\n",
       " '人工智能',\n",
       " 'IT互联网',\n",
       " '硬件系统集成',\n",
       " '智能硬件',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " 'CRM',\n",
       " '新零售',\n",
       " '电子商务',\n",
       " 'CRM',\n",
       " '新零售',\n",
       " '电子商务',\n",
       " 'excel',\n",
       " 'word',\n",
       " '原型设计',\n",
       " '需求调研',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '海外',\n",
       " '手游',\n",
       " '电商',\n",
       " '金融产品',\n",
       " 'to B',\n",
       " 'to C',\n",
       " '金融产品',\n",
       " '商业产品',\n",
       " 'IT互联网',\n",
       " '金融行业',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '金融行业',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " 'to B',\n",
       " '金融产品',\n",
       " '固收',\n",
       " '估值',\n",
       " '交易产品',\n",
       " '风控产品',\n",
       " '售前产品经理',\n",
       " '无线通信方向',\n",
       " '证券业',\n",
       " '金融行业',\n",
       " '数据产品',\n",
       " '中台产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '金融产品',\n",
       " '内容产品',\n",
       " '固定收益',\n",
       " '固收系统',\n",
       " '策略产品',\n",
       " '化妆品',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '敏捷管理',\n",
       " '流程管理',\n",
       " '项目管理师',\n",
       " 'PMP',\n",
       " 'PMP项目管理认证',\n",
       " '游戏',\n",
       " '交易产品',\n",
       " '投资产品',\n",
       " '金融行业',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " '竞品分析',\n",
       " 'to B',\n",
       " '需求分析',\n",
       " '需求调研',\n",
       " '电商产品经理 ',\n",
       " 'ERP产品经理',\n",
       " '跨境电商行业',\n",
       " '供应链产品',\n",
       " '交通/运输/物流',\n",
       " '供应链仓储',\n",
       " '金融产品',\n",
       " '5G行业',\n",
       " '应急行业',\n",
       " '能源行业',\n",
       " '电力',\n",
       " '广电行业',\n",
       " '通讯/网络设备',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '供应链产品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '原型设计',\n",
       " '流程设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '售后服务',\n",
       " '医药企业',\n",
       " '连锁',\n",
       " 'axure',\n",
       " 'xmind',\n",
       " 'b端产品',\n",
       " '需求分析',\n",
       " '临床项目管理',\n",
       " 'CRA',\n",
       " '抗肿瘤药',\n",
       " '生物医药',\n",
       " '分析生物学',\n",
       " '体外诊断产品',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '交易产品',\n",
       " '金融产品',\n",
       " '工具产品',\n",
       " '金融行业',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '课程产品',\n",
       " '供应链产品',\n",
       " '电子商务',\n",
       " 'to B',\n",
       " 'AI人工智能产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '需求分析',\n",
       " '金融行业',\n",
       " '工具产品',\n",
       " '竞品分析',\n",
       " 'to B',\n",
       " 'MindManager',\n",
       " '墨刀',\n",
       " '数据分析',\n",
       " 'PMP',\n",
       " '电商产品',\n",
       " '后台产品',\n",
       " '交易产品',\n",
       " '中台产品',\n",
       " 'AI人工智能产品',\n",
       " 'CRM系统',\n",
       " '电子商务',\n",
       " '人工智能',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '社交产品',\n",
       " '海外产品',\n",
       " '移动端产品',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '产品设计',\n",
       " '原型设计',\n",
       " '宠物电子',\n",
       " '个人护理',\n",
       " '美容仪',\n",
       " '桌面办公',\n",
       " '平板',\n",
       " '消费电子',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '产品规划',\n",
       " '电商产品',\n",
       " '后台产品',\n",
       " '中台产品',\n",
       " 'AI人工智能产品',\n",
       " '交易产品',\n",
       " 'CRM系统',\n",
       " '人工智能',\n",
       " '电子商务',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '电商产品',\n",
       " '跨境电商',\n",
       " '电子商务',\n",
       " '团队管理',\n",
       " '旅游产品',\n",
       " 'to C',\n",
       " 'OTA',\n",
       " '英文',\n",
       " '摄像机',\n",
       " '相机',\n",
       " '安防机',\n",
       " '影响设备',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '产品设计',\n",
       " '工具产品',\n",
       " '需求挖掘',\n",
       " '原型设计',\n",
       " '产品规划',\n",
       " 'ppt',\n",
       " '架构设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '数据分析',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '信息安全',\n",
       " '交通/运输',\n",
       " '数据分析',\n",
       " 'MindManager',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '产品规划',\n",
       " '金融产品',\n",
       " '证券业',\n",
       " '期货证券',\n",
       " '金融行业',\n",
       " '需求管理',\n",
       " '团队管理',\n",
       " '采购',\n",
       " '订单管理',\n",
       " '订单履约',\n",
       " 'to B',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '商业产品',\n",
       " '计算机软件',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '云平台',\n",
       " '软硬件集成',\n",
       " '从0到1的规划产品',\n",
       " 'ppt',\n",
       " 'axure',\n",
       " 'visio',\n",
       " '硬件产品',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '数据产品',\n",
       " '硬件产品',\n",
       " '产品设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'ppt',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '产品分析',\n",
       " '产品设计',\n",
       " '产品开发',\n",
       " '产品推广',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " '产品优化',\n",
       " '原型设计',\n",
       " '需求调研',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '硬件产品',\n",
       " '智慧城市',\n",
       " '医疗行业',\n",
       " '房地产行业',\n",
       " '通讯/网络设备',\n",
       " 'IT互联网',\n",
       " 'SaaS系统',\n",
       " '通讯/网络设备',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '用户研究',\n",
       " 'Axure',\n",
       " '需求调研',\n",
       " '市场调研',\n",
       " '风控产品',\n",
       " '策略产品',\n",
       " '金融产品',\n",
       " '投资产品',\n",
       " '金融行业',\n",
       " '金融理财/贷款',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " 'IT互联网',\n",
       " '工具产品',\n",
       " '资讯产品',\n",
       " '供应链产品',\n",
       " '财务产品',\n",
       " '医疗行业',\n",
       " '医院',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '需求分析',\n",
       " '竞品分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '需求调研',\n",
       " '电子商务',\n",
       " '家具设计',\n",
       " '产品规划',\n",
       " '欧美风格',\n",
       " '轻奢风格',\n",
       " '实木家具',\n",
       " '板木家具',\n",
       " '软体家具',\n",
       " '医疗',\n",
       " '大健康',\n",
       " '慢病',\n",
       " '治未病',\n",
       " '专科医生',\n",
       " '执业医师证',\n",
       " '医学产品',\n",
       " '智能硬件',\n",
       " '汽车行业',\n",
       " '房地产行业',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '工具产品',\n",
       " 'OA产品',\n",
       " '财务产品',\n",
       " '供应链产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '工具产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " 'to C',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '交互设计',\n",
       " '后台产品',\n",
       " '制造业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " 'CRM产品',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '流程设计',\n",
       " 'SaaS系统',\n",
       " '通讯/网络设备',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求调研',\n",
       " '需求分析',\n",
       " '移动端产品',\n",
       " 'Axure',\n",
       " '市场调研',\n",
       " '信号测量',\n",
       " '雷达配套',\n",
       " '无线通信',\n",
       " '仪器设备',\n",
       " '传感器',\n",
       " '模拟芯片',\n",
       " '数字芯片',\n",
       " '计算机软件',\n",
       " '团队管理',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '商业产品',\n",
       " '工具产品',\n",
       " '人工智能',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '墨刀',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '工具产品',\n",
       " '移动端产品',\n",
       " '数据分析',\n",
       " '软件开发',\n",
       " '数据产品',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '数据产品经理',\n",
       " '数据可视化',\n",
       " '大数据平台',\n",
       " '安全产品',\n",
       " '数据产品',\n",
       " '信息安全',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '生产经理',\n",
       " '工具产品',\n",
       " '商业化产品',\n",
       " '数据产品',\n",
       " '客户端产品',\n",
       " 'IT互联网',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " 'OA产品',\n",
       " 'OA系统',\n",
       " '产品规划',\n",
       " '需求调研',\n",
       " '产品优化',\n",
       " 'MindManager',\n",
       " '市场调研',\n",
       " 'Visio',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '数据产品',\n",
       " 'b端产品',\n",
       " '内容产品',\n",
       " '制造业',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " 'IT互联网',\n",
       " '智能硬件',\n",
       " 'to B',\n",
       " 'IT产品经理',\n",
       " '电商产品经理',\n",
       " '信息化系统建设',\n",
       " '流程设计',\n",
       " '业务需求分析',\n",
       " '无人机',\n",
       " '无人机载荷',\n",
       " '激光雷达',\n",
       " '光学相机',\n",
       " '产品经理',\n",
       " 'B端产品经理',\n",
       " 'SaaS产品',\n",
       " 'SaaS系统',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '流程设计',\n",
       " '用户研究',\n",
       " '原型设计',\n",
       " '产品优化',\n",
       " '平台产品',\n",
       " '消费品',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '需求管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '跨境电商',\n",
       " 'ERP系统',\n",
       " 'to C',\n",
       " '供应链产品',\n",
       " '财务产品',\n",
       " 'AI人工智能产品',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '客户端产品',\n",
       " '数据产品',\n",
       " 'IT互联网',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '数据分析',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '智能载荷',\n",
       " '视觉感知系统',\n",
       " '无人驾驶',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to B',\n",
       " '消费品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '需求挖掘',\n",
       " '产品经理',\n",
       " '国际业务',\n",
       " '平台产品',\n",
       " '客户端产品',\n",
       " '数据产品',\n",
       " 'IT互联网',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '产品规划',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'to B',\n",
       " '流程设计',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " 'SaaS产品',\n",
       " '中台产品',\n",
       " 'IT互联网',\n",
       " '电子商务',\n",
       " 'AI人工智能产品',\n",
       " '数据产品',\n",
       " '中台产品',\n",
       " '人工智能',\n",
       " 'IT互联网',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " '风控产品',\n",
       " '安全产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '内容产品',\n",
       " '策略产品',\n",
       " '电商产品',\n",
       " '电子商务',\n",
       " '安保行业',\n",
       " 'IT互联网',\n",
       " '中台产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'to C',\n",
       " '用户中心',\n",
       " '财税产品',\n",
       " 'SaaS产品',\n",
       " 'to B',\n",
       " 'web端产品',\n",
       " '产品优化',\n",
       " '竞品分析',\n",
       " '需求分析',\n",
       " '流程设计',\n",
       " '用户研究',\n",
       " '发票产品',\n",
       " 'ppt',\n",
       " '架构设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '数据分析',\n",
       " 'SaaS产品',\n",
       " 'to C',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '市场调研',\n",
       " '移动端产品',\n",
       " 'web端产品',\n",
       " '计算机软件',\n",
       " '硬件产品',\n",
       " '通讯/网络设备',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '供应链产品',\n",
       " '定价/竞价产品',\n",
       " '数据产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '原型设计',\n",
       " '交互设计',\n",
       " '用户研究',\n",
       " '竞品分析',\n",
       " '工业互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '通讯/网络设备',\n",
       " '计算机软件',\n",
       " '平台产品',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " '需求调研',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '社交产品',\n",
       " '直播/视频产品',\n",
       " '直播',\n",
       " '产品规划',\n",
       " '社区/社交产品',\n",
       " '中期开发迭代',\n",
       " '拉新',\n",
       " '采购',\n",
       " '物流快递',\n",
       " '团队管理',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '交通/运输/物流',\n",
       " '物流快递',\n",
       " '交通/物流/贸易',\n",
       " '服装/纺织/皮革',\n",
       " '服装服饰',\n",
       " '电子商务',\n",
       " '皮革/纺织/服装',\n",
       " '采购',\n",
       " '产品设计',\n",
       " '交易产品',\n",
       " '供应链产品',\n",
       " '数据产品',\n",
       " '电商产品',\n",
       " 'to B',\n",
       " 'CRM系统',\n",
       " '采购',\n",
       " 'SaaS系统',\n",
       " '计算机软件',\n",
       " '信息安全',\n",
       " '工具产品',\n",
       " 'O2O',\n",
       " '产品设计',\n",
       " 'to C',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '交互设计',\n",
       " '原型设计',\n",
       " '中台产品',\n",
       " '增长产品',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '数据分析',\n",
       " '中台产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '工具产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " 'Axure',\n",
       " '原型设计',\n",
       " '团队管理',\n",
       " '策略产品',\n",
       " '商业产品',\n",
       " 'IT互联网',\n",
       " '通讯/网络设备',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '用户研究']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表的推导式\n",
    "labels_list = [j     for i in new_df['工作标签'].tolist()       for j in i    ]\n",
    "labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>产品类型</th>\n",
       "      <th>数量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>b端产品</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>移动端产品</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>执业医师证</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>软硬件集成</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CRM软件</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>个人护理</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>产品分析</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>跨境电商</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>安防机</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>281 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            产品类型  数量\n",
       "0           b端产品   3\n",
       "1          移动端产品   6\n",
       "2          执业医师证   1\n",
       "3          软硬件集成   1\n",
       "4          CRM软件   1\n",
       "..           ...  ..\n",
       "276  电子/半导体/集成电路   1\n",
       "277         个人护理   1\n",
       "278         产品分析   1\n",
       "279         跨境电商   3\n",
       "280          安防机   1\n",
       "\n",
       "[281 rows x 2 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_words = [ (i,labels_list.count(i)) for i in set(labels_list)]\n",
    "keys = [item[0] for item in labels_words]\n",
    "values = [item[1] for item in labels_words]\n",
    "\n",
    "# PM_title_words = [(df_job_title.index.tolist()[i], df_job_title.values.tolist()[i]) for i in range(1, len(df_job_title.index.tolist()))]\n",
    "\n",
    "# keys = [item[0] for item in PM_title_words]\n",
    "# values = [item[1] for item in PM_title_words]\n",
    "\n",
    "产品类型 = pd.DataFrame({'产品类型': keys, '数量': values})\n",
    "产品类型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 对岗位不同职称的数据进行清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                    产品负责人（播放器框架）\n",
       "1                  产品经理(国际物流智能设备)\n",
       "2                            产品经理\n",
       "3     产品经理（化妆品原料）/Product Manager\n",
       "4             产品经理Product Manager\n",
       "                 ...             \n",
       "35                          产品经理岗\n",
       "36                         C端产品经理\n",
       "37                         高级产品经理\n",
       "38                  产品经理（物联感知云平台）\n",
       "39                  运营商BU-产品经理-广州\n",
       "Name: 工作, Length: 200, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df['工作']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         产品负责人\n",
       "3          产品经理\n",
       "5        产品经理PM\n",
       "7        助理产品经理\n",
       "8        企业产品经理\n",
       "        ...    \n",
       "26         产品经理\n",
       "30    B端供应链产品经理\n",
       "33    B端供应链产品经理\n",
       "34        产品经理岗\n",
       "38         产品经理\n",
       "Name: 工作, Length: 73, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 对职责后面的（）进行处理\n",
    "new_df['工作'][   new_df['工作'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理        54\n",
       "高级产品经理      22\n",
       "产品经理岗        4\n",
       "区域产品经理       4\n",
       "高级产品PM       3\n",
       "            ..\n",
       "项目管理PM       1\n",
       "AI营销产品经理     1\n",
       "数字化产品经理岗     1\n",
       "中级产品经理       1\n",
       "             1\n",
       "Name: 工作, Length: 99, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title = new_df['工作'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                        18\n",
       "高级产品经理                      10\n",
       "产品经理岗                        3\n",
       "金融科技产品经理                     2\n",
       "中后台产品经理                      2\n",
       "                            ..\n",
       "高级医药产品经理(儿童呼吸、胃肠类)           1\n",
       "产品经理-肿瘤                      1\n",
       "移动产品经理                       1\n",
       "高级产品经理(WMS方向) (MJ004770)     1\n",
       "高级产品经理（OA） (MJ008114)        1\n",
       "Name: 工作, Length: 158, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df['工作'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>岗位职称</th>\n",
       "      <th>数量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>产品经理岗</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>区域产品经理</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>高级产品PM</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>金融科技产品经理</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>项目管理PM</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>AI营销产品经理</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>数字化产品经理岗</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>中级产品经理</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>98 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        岗位职称  数量\n",
       "0     高级产品经理  22\n",
       "1      产品经理岗   4\n",
       "2     区域产品经理   4\n",
       "3     高级产品PM   3\n",
       "4   金融科技产品经理   3\n",
       "..       ...  ..\n",
       "93    项目管理PM   1\n",
       "94  AI营销产品经理   1\n",
       "95  数字化产品经理岗   1\n",
       "96    中级产品经理   1\n",
       "97             1\n",
       "\n",
       "[98 rows x 2 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PM_title_words = [(df_job_title.index.tolist()[i], df_job_title.values.tolist()[i]) for i in range(1, len(df_job_title.index.tolist()))]\n",
    "\n",
    "keys = [item[0] for item in PM_title_words]\n",
    "values = [item[1] for item in PM_title_words]\n",
    "\n",
    "岗位职称 = pd.DataFrame({'岗位职称': keys, '数量': values})\n",
    "岗位职称"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 所分布的行业"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             互联网\n",
       "1            电子商务\n",
       "2     电子/半导体/集成电路\n",
       "3             互联网\n",
       "4        食品/饮料/酒水\n",
       "5           计算机软件\n",
       "6             消费品\n",
       "7            整车制造\n",
       "8            人工智能\n",
       "9             互联网\n",
       "10    电子/半导体/集成电路\n",
       "11         专业技术服务\n",
       "12             银行\n",
       "13           电子商务\n",
       "14       基金/证券/期货\n",
       "15            互联网\n",
       "16            互联网\n",
       "17            互联网\n",
       "18       食品/饮料/酒水\n",
       "19            互联网\n",
       "20            互联网\n",
       "21          计算机软件\n",
       "22            互联网\n",
       "23             银行\n",
       "24         专业技术服务\n",
       "25            互联网\n",
       "26          计算机软件\n",
       "27        房地产开发经营\n",
       "28             建材\n",
       "29       服装/纺织/皮革\n",
       "30       食品/饮料/酒水\n",
       "31            互联网\n",
       "32       基金/证券/期货\n",
       "33        在线社交/媒体\n",
       "34        在线社交/媒体\n",
       "35          计算机软件\n",
       "36         互联网/电商\n",
       "37           医疗器械\n",
       "38          计算机软件\n",
       "39        生活服务O2O\n",
       "Name: 公司类型, dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df['公司类型']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df['地区'].value_counts()\n",
    "广州地区 = [ i.split('-')[1] for i in new_df['地区'].value_counts().index.tolist() if '-'  in i]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[7, 7, 5, 4, 3, 1, 1]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = new_df['地区'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>地区</th>\n",
       "      <th>岗位数量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>番禺区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>天河区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>黄埔区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>越秀区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>海珠区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>白云区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>南沙区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    地区  岗位数量\n",
       "0  番禺区     7\n",
       "1  天河区     7\n",
       "2  黄埔区     5\n",
       "3  越秀区     4\n",
       "4  海珠区     3\n",
       "5  白云区     1\n",
       "6  南沙区     1"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = {\n",
    "    '地区':广州地区,\n",
    "    '岗位数量':广州_岗位个数\n",
    "}\n",
    "岗位分布 = pd.DataFrame(data)\n",
    "岗位分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "岗位分布=[\"番禺区\", \"黄埔区\", \"海珠区\", \"越秀区\", \"白云区\", \"天河区\", \"荔湾区\", \"南沙区\", \"花都区\", \"增城区\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "岗位个数 = [54, 22, 20, 12, 11, 9, 6, 3, 1, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "c = (\n",
    "    Map()\n",
    "    .add('广州', [list(z) for z in zip(岗位分布, 岗位个数)], '广州')\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title='Map-广州地图'), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    .render(\"test.html\")\n",
    ")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
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 },
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